1.上海电力学院 自动化工程学院, 上海 200090
薛阳(1976— ),男,江苏无锡人,博士,副教授,硕士生导师,主要研究领域为智能控制、机器人、光伏发电与微电网。
扫 描 看 全 文
薛阳,俞志程,吴海东等.基于改进人工势场法的双机械臂避障路径规划[J].机械传动,2020,44(03):39-45.
Xue Yang Yu Zhicheng Wu Haidong Zhang Ning Sun Yue.Obstacle Avoidance Path Planning for Double Manipulator based on Improved Artificial Potential Field Method[J].Journal of Mechanical Transmission,2020,44(03):39-45.
薛阳,俞志程,吴海东等.基于改进人工势场法的双机械臂避障路径规划[J].机械传动,2020,44(03):39-45. DOI: 10.16578/j.issn.1004.2539.2020.03.007.
Xue Yang Yu Zhicheng Wu Haidong Zhang Ning Sun Yue.Obstacle Avoidance Path Planning for Double Manipulator based on Improved Artificial Potential Field Method[J].Journal of Mechanical Transmission,2020,44(03):39-45. DOI: 10.16578/j.issn.1004.2539.2020.03.007.
针对双6自由度机械臂提出了一种基于改进人工势场法的避障路径规划算法。分析了双机械臂的协作工作空间,确认了双臂自碰撞的可能。针对静态障碍物对主机械臂进行避障运动规划,完成主机械臂路径规划后,再将主机械臂作为从机械臂运动时的动态障碍物,为从机械臂规划避障运动路径。利用新的势能函数代替传统人工势场法的势能函数,对双机械臂进行避障路径规划;由于传统人工势场法在机械臂避障路径规划中容易陷入局部极小值的缺陷,因此,增加了虚拟吸引点,避免机械臂陷入局部极小值。仿真实验表明,该方法实现简单,满足双机械臂避障的要求,能够有效地为双机械臂规划出无碰撞路径。
An obstacle avoidance path planning algorithm based on improved artificial potential field method is proposed for dual 6-DOF manipulator. Firstly,the cooperative working space of double manipulator is analyzed,and the possibility of self-collision is confirmed. Secondly,obstacle avoidance motion planning is carried out for the main arm against static obstacles,and path planning for the main arm is completed. Then,the main arm is taken as the dynamic obstacle when the slave arm moves,and obstacle avoidance motion path is planned for the slave arm. The new potential energy function is used to replace the potential energy function of the traditional artificial potential field method to carry out obstacle avoidance path planning for the double manipulator. Since the traditional artificial potential field method is easy to fall into the defect of local minimum value in the obstacle avoidance path planning of the manipulator,the virtual attraction point is added to avoid this situation. Simulation results show that this method is easily realized and can meet the requirements of double manipulator obstacle avoidance. It can effectively plan a collision-free path for the dual 6-DOF manipulator.
路径规划 机械臂 人工势场法
Path planningMechanical armArtificial potential field method
BOUNINI F,GINGRAS D,POLLART H,et al.Modified artificial potential field method for online path planning applications[J].IEEE Intelligent Vehicles Symposium(IV),2017:180-185.
MOHAMED E F,El-METWALLY K,HANAFY A R.An improved tangent bug method integrated with artificial potential field for multi-robot path planning[C]//Proceedings of the 2011 International Symposium on Innovations in Intelligent Systems and Applications,June 15-18,2011,Istanbul,Turkey.New York:IEEE,2011:555-559.
何兆楚,何元烈,曾碧.RRT与人工势场法结合的机械臂避障规划[J].工业工程,2017,20(2):56-63.
HE Zhaochu,HE Yuanlie,ZENG Bi.Obstacle avoidence path planning for robot arm based on mixed algorithm of artificial potential field method and RRT[J].Industrial Engineering Journal,2017,20(2):56-63.
王俊龙,张国良,羊帆,等.改进人工势场法的机械臂避障路径规划[J].计算机工程与应用,2013,49(21):266-270.
WANG Junlong,ZHANG Guoliang,YANG Fan,et al.Improved artificial field method on obstacle avoidance path planning for manipulator[J].Computer Engineering and Applications,2013,49(21):266-270.
谢龙,刘山.基于改进势场法的机械臂动态避障规划[J].控制理论与应用,2018,35(9):1239-1249.
XIE Long,LIU Shan.Dynamic obstacle-avoiding motion planning for manipulator based on improved artificial potential filed[J].Control Theory & Applications,2018,35(9):1239-1249.
王巍,魏丁丁,李林茂.仿人双机械臂协同建模与避障控制研究[J].计算机仿真,2018,35(11):299-305.
WANG Wei,WEI Dingding,LI Linmao.Research on collaborative modeling and obstacle avoidance control for humanoid dual manipulator[J].Computer Simulation,2018,35(11):299-305.
陈波芝,陆亮,雷新宇,等.基于改进快速扩展随机树算法的双机械臂协同避障规划方法[J].中国机械工程,2018,29(10):1220-1226.
CHEN Bozhi,LU Liang,LEI Xinyu,et al.Simultaneous obstacle-avoidance motion planning approach for dual arm robots based on improved RRT algorithm[J].China Mechanical Engineering,2018,29(10):1220-1226.
孙绍杰,齐晓慧,苏立军,等.基于人工势场-遗传算法的机械臂避障方法研究[J].计算机测量与控制,2011,19(12):3078-3081.
SUN Shaojie,QI Xiaohui,SU Lijun,et al.Obstacle avoiding research on the machine arm of robot based on artificial potential field method and genetic algorithm[J].Computer Measurement& Control,2011,19(12):3078-3081.
THHARINDU W,KAZUO I,AMIR A F N.An artificial potential field based mobile robot navigation method to prevent from deadlock[J].Journal of Artificial Intelligence and Soft Computing Research,2015,5(3):189-203.
宗成星,陆亮,雷新宇,等.一种基于A*算法的空间多自由度机械臂路径规划方法[J].合肥工业大学学报(自然科学版),2017,40(2):164-168.
ZONG Chengxing,LU Liang,LEI Xinyu,et al.A path planning approach for multi-DOF spatial manipulator via A* algorithm[J].Journal of Hefei University of Technology,2017,40(2):164-168.
祝敬,杨马英.基于改进人工势场法的机械臂避障路径规划[J].计算机测量与控制,2018,26(10):205-210.
ZHU Jing,YANG Maying.Path planning of manipulator to avoid obstacle based on improved artificial potential field method[J].Computer Measurement & Control,2018,26(10):205-210.
WANG Meiling,Luo Minzhou,LI Tao,et al.A unified dynamic control method for a redundant dual arm robot[J].Journal of Bionic Engineering,2015,12(3):361-371.
周律,周昱明,汪亮,等.基于蒙特卡罗方法的双臂机器人工作空间分析[J].机械传动,2014,38(6):85-87.
ZHOU Lü,ZHOU Yuming,WANG Liang,et al.Dual-arm robot workspace analysis based on the monte carlo method[J].Journal of Mechanical Transmission,2014,38(6):85-87.
陈立彬,尤波.基于改进人工势场法的机器人动态追踪与避障[J].自动化技术与应用,2007,26(4):8-10.
CHEN Libin,YOU Bo.Robot's dynamic tracking and obstacle-avoiding based on evolutionary artificial potential field[J].Control Theory and Applications,2007,26(4):8-10.
付青,王直.一种双机械臂的避障运动轨迹规划方法[J].电子设计工程,2017,25(16):68-72.
FU Qing,WANG Zhi.An obstacle avoidance trajectory planning for double manipulators[J].Electronic Design Engineering,2017,25(16):68-72.
0
浏览量
5
下载量
0
CSCD
关联资源
相关文章
相关作者
相关机构